Dorien Herremans

About Dorien Herremans

Dorien Herremans, With an exceptional h-index of 26 and a recent h-index of 23 (since 2020), a distinguished researcher at Singapore University of Technology and Design, specializes in the field of machine learning, artificial intelligence, audio, music, fintech.

His recent articles reflect a diverse array of research interests and contributions to the field:

Natural Language Processing Methods for Symbolic Music Generation and Information Retrieval: a Survey

Video2Music: Suitable music generation from videos using an Affective Multimodal Transformer model

Diffroll: Diffusion-based generative music transcription with unsupervised pretraining capability

EmoMV: Affective music-video correspondence learning datasets for classification and retrieval

PreBit—A multimodal model with Twitter FinBERT embeddings for extreme price movement prediction of Bitcoin

Jointist: Simultaneous improvement of multi-instrument transcription and music source separation via joint training

Constructing time-series momentum portfolios with deep multi-task learning

Learning accent representation with multi-level vae towards controllable speech synthesis

Dorien Herremans Information

University

Position

___

Citations(all)

2115

Citations(since 2020)

1786

Cited By

739

hIndex(all)

26

hIndex(since 2020)

23

i10Index(all)

51

i10Index(since 2020)

46

Email

University Profile Page

Singapore University of Technology and Design

Google Scholar

View Google Scholar Profile

Dorien Herremans Skills & Research Interests

machine learning

artificial intelligence

audio

music

fintech

Top articles of Dorien Herremans

Title

Journal

Author(s)

Publication Date

Natural Language Processing Methods for Symbolic Music Generation and Information Retrieval: a Survey

arXiv preprint arXiv:2402.17467

Dinh-Viet-Toan Le

Louis Bigo

Mikaela Keller

Dorien Herremans

2024/2/27

Video2Music: Suitable music generation from videos using an Affective Multimodal Transformer model

Expert Systems with Applications

Jaeyong Kang

Soujanya Poria

Dorien Herremans

2024/9/1

Diffroll: Diffusion-based generative music transcription with unsupervised pretraining capability

Kin Wai Cheuk

Ryosuke Sawata

Toshimitsu Uesaka

Naoki Murata

Naoya Takahashi

...

2023/6/4

EmoMV: Affective music-video correspondence learning datasets for classification and retrieval

Information Fusion

Ha Thi Phuong Thao

Dorien Herremans

Gemma Roig

2023/3

PreBit—A multimodal model with Twitter FinBERT embeddings for extreme price movement prediction of Bitcoin

Expert Systems with Applications

Yanzhao Zou

Dorien Herremans

2023/12/15

Jointist: Simultaneous improvement of multi-instrument transcription and music source separation via joint training

arXiv preprint arXiv:2302.00286

Kin Wai Cheuk

Keunwoo Choi

Qiuqiang Kong

Bochen Li

Minz Won

...

2023/2/1

Constructing time-series momentum portfolios with deep multi-task learning

Expert Systems with Applications

Joel Ong

Dorien Herremans

2023/11/15

Learning accent representation with multi-level vae towards controllable speech synthesis

Jan Melechovsky

Ambuj Mehrish

Dorien Herremans

Berrak Sisman

2023/1/9

Mustango: Toward controllable text-to-music generation

arXiv preprint arXiv:2311.08355

Jan Melechovsky

Zixun Guo

Deepanway Ghosal

Navonil Majumder

Dorien Herremans

...

2023/11/14

A domain-knowledge-inspired music embedding space and a novel attention mechanism for symbolic music modeling

Proceedings of the AAAI Conference on Artificial Intelligence

Zixun Guo

Jaeyong Kang

Dorien Herremans

2023/6/26

MusIAC: An Extensible Generative Framework for Music Infilling Applications with Multi-level Control

Rui Guo

Ivor Simpson

Chris Kiefer

Thor Magnusson

Dorien Herremans

2022/4/15

Hear: Holistic evaluation of audio representations

Joseph Turian

Jordie Shier

Humair Raj Khan

Bhiksha Raj

Björn W Schuller

...

2022/7/20

SNIPER Training: Variable Sparsity Rate Training For Text-To-Speech

arXiv preprint arXiv:2211.07283

Perry Lam

Huayun Zhang

Nancy F Chen

Berrak Sisman

Dorien Herremans

2022/11/14

Jointist: Joint learning for multi-instrument transcription and its applications

arXiv preprint arXiv:2206.10805

Kin Wai Cheuk

Keunwoo Choi

Qiuqiang Kong

Bochen Li

Minz Won

...

2022/6/22

Conditional drums generation using compound word representations

Dimos Makris

Guo Zixun

Maximos Kaliakatsos-Papakostas

Dorien Herremans

2022

Accented Text-to-Speech Synthesis with a Conditional Variational Autoencoder

arXiv preprint arXiv:2211.03316

Jan Melechovsky

Ambuj Mehrish

Berrak Sisman

Dorien Herremans

2022/11/7

Predicting emotion from music videos: exploring the relative contribution of visual and auditory information to affective responses

arXiv preprint arXiv:2202.10453

Phoebe Chua

Dimos Makris

Dorien Herremans

Gemma Roig

Kat Agres

2022/2/19

A multimodal model with Twitter FinBERT embeddings for extreme price movement prediction of Bitcoin

arXiv preprint arXiv:2206.00648

Yanzhao Zou

Dorien Herremans

2022/5/30

Forecasting Bitcoin volatility spikes from whale transactions and CryptoQuant data using Synthesizer Transformer models

arXiv preprint arXiv:2211.08281

Dorien Herremans

Kah Wee Low

2022/10/6

Single image video prediction with auto-regressive GANs

Sensors

Jiahui Huang

Yew Ken Chia

Samson Yu

Kevin Yee

Dennis Küster

...

2022/5/6

See List of Professors in Dorien Herremans University(Singapore University of Technology and Design)

Co-Authors

H-index: 109
Björn Schuller

Björn Schuller

Imperial College London

H-index: 53
Kenneth Sörensen

Kenneth Sörensen

Universiteit Antwerpen

H-index: 43
David Martens

David Martens

Universiteit Antwerpen

H-index: 23
Gemma Roig

Gemma Roig

Goethe-Universität Frankfurt am Main

H-index: 20
Ching-Hua Chuan

Ching-Hua Chuan

University of Miami

H-index: 20
Thor Magnusson

Thor Magnusson

University of Sussex

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